Update README.md

README.md

@@ -23,4 +23,17 @@ Every filing has been downloaded and then parsed using the [IPO-Mine Python Pack
 ## Software Pipeline
 <p align="center">
   <img src="assets/software-pipeline.png" alt="Dataset Construction Pipeline" width="600">
-</p>
+</p>
+
+## Citation
+
+The dataset is a product of the following research. If you use this dataset in your work, please cite:
+
+```bibtex
+@misc{galarnyk2026ipomine,
+  title  = {IPO-Mine: A Toolkit and Dataset for Section-Structured Analysis of Long, Multimodal IPO Documents},
+  author = {Galarnyk, Michael and Lohani, Siddharth and Nandi, Sagnik and Patel, Aman and Kannan, Vidhyakshaya and Banerjee, Prasun and Routu, Rutwik and Ye, Liqin and Hiray, Arnav and Somani, Siddhartha and Chava, Sudheer},
+  year   = {2026},
+  url    = {[https://huggingface.co/datasets/gtfintechlab/ipo-images](https://huggingface.co/datasets/gtfintechlab/ipo-images)},
+  note   = {Preprint/Working Paper}
+}